The old cookbooks were stacked haphazardly in a corner, stained with forgotten recipes and the residue of what appeared to be careless cooking. Sarah flipped through the brittle pages, a growing irritation building within her. The previous owner had evidently been a terrible cook, judging by the under-seasoned, unappetizing meals described in the scribbled notes.

“They thought I wouldn't notice, didn't they?” she muttered, her voice tight with a cold fury.

She knew what she'd do with the cookbooks. She'd find the worst of the recipes, the ones that sounded truly awful, and she would cook them. And she would invite her husband's business partner, who had made a cutting remark about her cooking, to try them. A long, lingering, uncomfortable taste of their incompetence.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442